MGraph: multimodal event summarization in social media using topic models and graph-based ranking

Aiello LM, Petkos G, Martín CJ, Corney D, Papadopoulos S, Skraba R, Göker A, Kompatsiaris I, Jaimes A (2013) Sensing trending topics in twitter. IEEE Trans Multimed 15(6):1268–1282

Alonso O, Shiells K (2013) Timelines as summaries of popular scheduled events. In: Proceedings of the 22nd International Conference on World Wide Web (WWW) companion, pp 1037–1044

Bian J, Yang Y, Chua TS (2013) Multimedia summarization for trending topics in microblogs. In: Proceedings of the 22nd ACM International Conference on Information and Knowledge Management., CIKM ’13ACM, New York, NY, USA, pp 1807–1812

Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022

Carbonell J, Goldstein J (1998) The use of mmr, diversity-based reranking for reordering documents and producing summaries. In: Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, pp 335–336. ACM

Celebrating #SB48 on Twitter. https://blog.twitter.com/2014/celebrating-sb48-on-twitter (2014). Accessed 27 Feb 2014

Chakrabarti D, Punera K (2011) Event summarization using tweets. In: Proceedings of 6th AAAI International Conference on Weblogs and Social Media (ICWSM)

Charikar MS (2002) Similarity estimation techniques from rounding algorithms. In: Proceedings of the 34th Annual ACM Symposium on Theory of Computing., STOC ’02ACM, New York, NY, USA, pp 380–388

Chua FCT, Asur S (2013) Automatic summarization of events from social media. In: Proceedings of 8th AAAI International Conference on Weblogs and Social Media (ICWSM)

Clarke CL, Kolla M, Cormack GV, Vechtomova O, Ashkan A, Büttcher S, MacKinnon I (2008) Novelty and diversity in information retrieval evaluation. In: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, pp 659–666. ACM

Corney D, Goker A, Martin C, Papadopoulos S, Mantziou E, Spyromitros-Xioufis E, Schinas M, Iliakopoulou K, Mironidis T, Tsampoulatidis Y, Kompatsiaris Y, Mass Y, Aiello LM (2013) D4.3: Social media indexing, aggregation and retrieval. Tech Rep SocialSensor. http://socialsensor.eu/images/D4.3.pdf

Dork M, Gruen D, Williamson C, Carpendale S (2010) A visual backchannel for large-scale events. IEEE Trans Vis Comput Graph 16(6):1129–1138

Erkan G, Radev DR (2004) Lexrank: graph-based lexical centrality as salience in text summarization. J Artif Intell Res 22(1):457–479

Fergus R, Weiss Y, Torralba A (2009) Semi-supervised learning in gigantic image collections. Adv Neural Inf Process Syst 22:522–530

Guille A, Favre C (2014) Mention-anomaly-based event detection and tracking in twitter. In: 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp 375–382. IEEE

Jegou H, Douze M, Schmid C (2011) Product quantization for nearest neighbor search. IEEE Trans Pattern Anal Mach Intell 33(1):117–128

Jegou H, Perronnin F, Douze M, Sánchez J, Perez P, Schmid C (2012) Aggregating local image descriptors into compact codes. IEEE Trans Pattern Anal Mach Intell 34(9):1704–1716

Lin C, Lin C, Li J, Wang D, Chen Y, Li T (2012) Generating event storylines from microblogs. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management., CIKM ’12ACM, New York, NY, USA, pp 175–184

Lu Y, Zhang P, Cao Y, Hu Y, Guo L (2014) On the frequency distribution of retweets. Procedia Comput Sci 31:747–753

Mantziou E, Papadopoulos S, Kompatsiaris Y (2015) Learning to detect concepts with approximate laplacian eigenmaps in large-scale and online settings. IJMIR 4(2):95–111

Marcus A, Bernstein MS, Badar O, Karger DR, Madden S, Miller RC (2011) TwitInfo: aggregating and visualizing microblogs for event exploration. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems., CHI ’11ACM, New York, NY, USA, pp 227–236

McMinn AJ, Moshfeghi Y, Jose JM (2013) Building a large-scale corpus for evaluating event detection on twitter. In: Proceedings of the 22nd ACM International Conference on Information and Knowledge management, pp 409–418. ACM

McParlane PJ, McMinn AJ, Jose JM (2014) Picture the scene: visually summarising social media events. In: Proceedings of the 23rd ACM International Conference on Information and Knowledge Management, pp 1459–1468. ACM

Mei Q, Guo J, Radev D (2010) Divrank: the interplay of prestige and diversity in information networks. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’10ACM, New York, NY, USA, pp 1009–1018

Nichols J, Mahmud J, Drews C (2012) Summarizing sporting events using twitter. In: Proceedings of the 2012 ACM International Conference on Intelligent User Interfaces, IUI ’12ACM, New York, NY, USA, pp 189–198

Page L, Brin S, Motwani R, Winograd T (1999) The pagerank citation ranking: bringing order to the web

Palla G, Derényi I, Farkas I, Vicsek T (2005) Uncovering the overlapping community structure of complex networks in nature and society. Nature 435(7043):814–818

Radev DR, Jing H, Styś M, Tam D (2004) Centroid-based summarization of multiple documents. Inf Process Manag 40(6):919–938

Schinas M, Papadopoulos S, Kompatsiaris Y, Mitkas PA (2015) Visual event summarization on social media using topic modelling and graph-based ranking algorithms. In: Proceedings of the 5th ACM on International Conference on Multimedia Retrieval, pp 203–210. ACM

Shen C, Liu F, Weng F, Li T (2013) A participant-based approach for event summarization using twitter streams. In: Proceedings of NAACL-HLT, pp 1152–1162

Spyromitros-Xioufis E, Papadopoulos S, Kompatsiaris IY, Tsoumakas G, Vlahavas I (2014) A comprehensive study over VLAD and product quantization in large-scale image retrieval. IEEE Trans Multimed 16(6):1713–1728

Wang D, Li T, Ogihara M (2012) Generating pictorial storylines via minimum-weight connected dominating set approximation in multi-view graphs. In: AAAI. Citeseer

Xu X, Yuruk N, Feng Z, Schweiger TAJ (2007) Scan: a structural clustering algorithm for networks. In: Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’07ACM, New York, NY, USA, pp 824–833

Yajuan D, Zhimin C, Furu W, Ming Z, Shum HY (2012) Twitter topic summarization by ranking tweets using social influence and content quality. In: Proceedings of the 24th International Conference on Computational Linguistics, pp 763–780

Yang Z, Guo J, Cai K, Tang J, Li J, Zhang L, Su Z (2010) Understanding retweeting behaviors in social networks. In: Proceedings of the 19th ACM international conference on Information and knowledge management, pp 1633–1636. ACM

Zhao WX, Jiang J, Weng J, He J, Lim EP, Yan H, Li X (2011) Comparing twitter and traditional media using topic models. In: Advances in Information Retrieval, pp 338–349. Springer, New York